Tim Walz has taken on a leveled-up approach in a race to the finish of the 2024 election, after a more cautious and buttoned-up start as Kamala Harris' running mate.
Tim Walz has taken on a leveled-up approach in a race to the finish of the 2024 election, after a more cautious and buttoned-up start as Kamala Harris' running mate.
In the weeks following the vice presidential debate, Democratic vice presidential nominee Tim Walz has been sounding more like the aggressive campaigner who got the role than the buttoned-up figure he’s cut since joining the ticket.
Dressed in khakis and a navy Harris-Walz sweatshirt Monday, Walz delivered some of his sharpest attacks yet against former President Donald Trump. Walz appeared more natural in his latest appearances on the trail, including in his signature flannel in rural Pennsylvania, after shedding the blue sport coat and white collared shirt he’s favored for the last few months.
He’s also getting back on the TV circuit, with appearances coming up on "The View" and "The Daily Show," according to a campaign official, after Walz went viral pre-running mate selection with his labeling of the GOP ticket as “weird” in a cable news interview.
The next experiment I ran was the test (on all of your comments, not just the ones mentioning Biden) was the hypothesis "The author of this reply {} Biden.", with h0 being "is being abusive, or trolling." and h1 being "is being honest and genuine.". I ran this test on all comments
By what basis do you consider a comment abusive or trolling?
You defended him to the point of calling any one asking to remove him a trolls, bots, and Russian assets.
Don’t forget this is what you’re trying to prove, and you make a bunch of charts that don’t really prove anything instead.
So specifically for that question the hypothesis “The author of this reply {} Biden.”, with h0 being “is being abusive, or trolling.” and h1 being “is being honest and genuine.”
And on your second point, since I've still got the data up, we can address that specifically. We'll address the following hypotheses. 'The author of this reply {}': 'is accusing someone of being a russian asset.', 'is accusing some one of trolling.', 'is accusing someone of being a bot.', 'is accusing someone of engaging in bad faith', 'is having a normal conversation'.
you make a bunch of charts that don’t really prove anything instead.
Sorry I should have been more clear. That was for the "high confidence that the conversation is around Biden" cohort of comments. So within a subset of about 5% of your overall number of comments., so maybe 2.5 - 5% of comments in total you are making one of these kinds of accusations, or about 1:20 or 1:40. I ran a frequency analysis, and at several points you just spam the same comment over and over again, so that might be skewing things. I'm not sure that should be filtered out, because it is trolling.
And yes, I think more testing is required, but most importantly, I think I need to get more of a context window around comments. I want to do this using the whole comment chain or thread. That gets more complicated because now you have 'identities' (speaker A, speaker B, C.. etc), which is where the graphical approach is going to show its benefits. Again, work for another time. At least at a first pass, a few minutes of work adjacent to some other work I'm doing level of effort, its more than sufficient to make my point.
I'm putting dinner together but I'd be happy to run UM if you would like me to. In exchange would you read the paper so you can understand how the sentiment analysis works? Its important for hypothesis testing. You need to set up good hypotheses for this to be effective.I'm going to down load their comment database now. You work on coming up with some hypotheses.
I'm downloading the data and will save it to disk, but am about to sit down to dinner. I'll save the output and either drop the hypotheses you want to test here or dm me, but I may not respond tonight.
I'm literally setting up for that right now, and for the third time you are accusing of not doing exactly what I'm trying to do for you. It takes a while to download all the comments. I'll let you know when I have them.